{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Posterior Predictive Checks (PPC) in SBI\n",
    "\n",
    "A common **safety check** performed as part of inference are [Posterior Predictive Checks (PPC)](https://rss.onlinelibrary.wiley.com/doi/full/10.1111/rssa.12378). A PPC compares data $x_{\\text{pp}}$ generated using the parameters $\\theta_{\\text{posterior}}$ sampled from the posterior with the observed data $x_o$. The general concept is that -if the inference is correct- **the generated data $x_{\\text{pp}}$ should \"look similar\" the oberved data $x_0$**. Said differently, $x_o$ should be within the support of $x_{\\text{pp}}$.\n",
    "\n",
    "A PPC usually shouldn't be used as a [validation metric](http://proceedings.mlr.press/v130/lueckmann21a.html). Nonetheless a PPC is a good start for an inference diagnosis and can provide with an intuition about any bias introduced in inference: does $x_{\\text{pp}}$ systematically differ from $x_o$?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Main syntax"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "```python\n",
    "from sbi.analysis import pairplot\n",
    "\n",
    "# A PPC is performed after we trained or neural posterior\n",
    "posterior.set_default_x(x_o)\n",
    "\n",
    "# We draw theta samples from the posterior. This part is not in the scope of SBI\n",
    "posterior_samples = posterior.sample((5_000,))\n",
    "\n",
    "# We use posterior theta samples to generate x data\n",
    "x_pp = simulator(posterior_samples)\n",
    "\n",
    "# We verify if the observed data falls within the support of the generated data\n",
    "_ = pairplot(\n",
    "    samples=x_pp,\n",
    "    points=x_o\n",
    ")\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Performing a PPC over a toy example"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Below we provide an example Posterior Predictive Check (PPC) over some toy example:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sbi.analysis import pairplot\n",
    "import torch\n",
    "\n",
    "_ = torch.manual_seed(0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We work on an inference problem over three parameters using any of the techniques implemented in `sbi`. In this tutorial, we load the dummy posterior:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from toy_posterior_for_07_cc import ExamplePosterior\n",
    "\n",
    "posterior = ExamplePosterior()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let us say that we are observing the data point $x_o$:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "D = 5  # simulator output was 5-dimensional\n",
    "x_o = torch.ones(1, D)\n",
    "posterior.set_default_x(x_o)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The posterior can be used to draw $\\theta_{\\text{posterior}}$ samples:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 360x360 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "posterior_samples = posterior.sample((5_000,))\n",
    "\n",
    "fig, ax = pairplot(\n",
    "    samples=posterior_samples,\n",
    "    limits=torch.tensor([[-2.5, 2.5]] * 3),\n",
    "    offdiag=[\"kde\"],\n",
    "    diag=[\"kde\"],\n",
    "    figsize=(5, 5),\n",
    "    labels=[rf\"$\\theta_{d}$\" for d in range(3)],\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we can use our simulator to generate some data $x_{\\text{PP}}$, using as input parameters the poterior samples $\\theta_{\\text{posterior}}$. Note that the simulation part is not in the `sbi` scope, so any simulator -including a non-Python one- can be used at this stage. In our case we'll use a dummy simulator:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def dummy_simulator(posterior_samples: torch.Tensor, *args, **kwargs) -> torch.Tensor:\n",
    "    sample_size = posterior_samples.shape[0]\n",
    "    scale = 1.0\n",
    "\n",
    "    shift = torch.distributions.Gumbel(loc=torch.zeros(D), scale=scale / 2).sample()\n",
    "    return torch.distributions.Gumbel(loc=x_o[0] + shift, scale=scale).sample(\n",
    "        (sample_size,)\n",
    "    )\n",
    "\n",
    "\n",
    "x_pp = dummy_simulator(posterior_samples)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plotting $x_o$ against the $x_{\\text{pp}}$, we perform a PPC that plays the role of a sanity check. In this case, the check indicates that $x_o$ falls right within the support of $x_{\\text{pp}}$, which should make the experimenter rather confident about the estimated `posterior`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x576 with 25 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = pairplot(\n",
    "    samples=x_pp,\n",
    "    points=x_o[0],\n",
    "    limits=torch.tensor([[-2.0, 5.0]] * 5),\n",
    "    points_colors=\"red\",\n",
    "    figsize=(8, 8),\n",
    "    offdiag=\"scatter\",\n",
    "    scatter_offdiag=dict(marker=\".\", s=5),\n",
    "    points_offdiag=dict(marker=\"+\", markersize=20),\n",
    "    labels=[rf\"$x_{d}$\" for d in range(D)],\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In contrast, $x_o$ falling well outside the support of $x_{\\text{pp}}$ is indicative of a failure to estimate the correct posterior. Here we simulate such a failure mode:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x576 with 25 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "error_shift = -2.0 * torch.ones(1, 5)\n",
    "\n",
    "_ = pairplot(\n",
    "    samples=x_pp,\n",
    "    points=x_o[0] + error_shift,\n",
    "    limits=torch.tensor([[-2.0, 5.0]] * 5),\n",
    "    points_colors=\"red\",\n",
    "    figsize=(8, 8),\n",
    "    offdiag=\"scatter\",\n",
    "    scatter_offdiag=dict(marker=\".\", s=5),\n",
    "    points_offdiag=dict(marker=\"+\", markersize=20),\n",
    "    labels=[rf\"$x_{d}$\" for d in range(D)],\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A typical way to investigate this issue would be to run a ***prior* predictive check**, applying the same plotting strategy, but drawing $\\theta$ from the prior instead of the posterior. **The support for $x_{\\text{pp}}$ should be larger and should contain $x_o$**. If this check is successful, the \"blame\" can then be shifted to the inference (method used, convergence of density estimators, number of sequential rounds, etc...)."
   ]
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "2193897e41726b46f35b9de052100742a934a9183b8a000ae8eb69e12e860d83"
  },
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
